{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-18T16:48:28.498775Z",
     "start_time": "2018-03-18T16:48:28.494774Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# some_file.py\n",
    "import sys\n",
    "sys.path.insert(0, '../src/easyesn/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-18T16:48:31.032155Z",
     "start_time": "2018-03-18T16:48:28.856364Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using Numpy backend.\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from easyesn import RegressionESN\n",
    "from easyesn import helper as hlp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-18T16:48:31.126163Z",
     "start_time": "2018-03-18T16:48:31.052156Z"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "inputLength = 2000\n",
    "n = 500\n",
    "x = np.empty((n, inputLength))\n",
    "y = np.empty((n, 1))\n",
    "domain = np.linspace(0, 4*np.pi, inputLength)\n",
    "\n",
    "for i in range(n):\n",
    "    y[i, 0] = np.random.rand()*10\n",
    "    x[i] = y[i, 0]*2*np.sin(domain)\n",
    "    \n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.33, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-18T16:48:31.232156Z",
     "start_time": "2018-03-18T16:48:31.217659Z"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "esn = RegressionESN(n_input=1, n_output=1, n_reservoir=50, leakingRate=0.2, regressionParameters=[1e-2], solver=\"lsqr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-18T16:49:25.438354Z",
     "start_time": "2018-03-18T16:48:31.347659Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100% (335 of 335) |###############################################################| Elapsed Time: 0:00:53 Time: 0:00:53\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2.8513207737402895"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "esn.fit(x_train, y_train, transientTime=100, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-18T16:49:55.139247Z",
     "start_time": "2018-03-18T16:49:25.521354Z"
    },
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100% (165 of 165) |###############################################################| Elapsed Time: 0:00:29 Time: 0:00:29\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = esn.predict(x_test, transientTime=100, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-18T16:49:55.739850Z",
     "start_time": "2018-03-18T16:49:55.245780Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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qOieX/4Zlg8BgwcdXFKVDpeAula//VkDRLV2bkX/BsJXS4FIaF/+SRM0KMiTN98HW9SFW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8Afp2bEkf+R92NXgOVR5FmHYDLTVbS10yOVf3UHlhEGc171A1YeMT7xdgoGEa9bTL2VndsV5P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\n0BUUFBQuEf4f+4e1NyCt5oAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x273bf8cbd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y_test_pred, \"--\")\n",
    "plt.plot(y_test, \":\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-18T16:49:55.861787Z",
     "start_time": "2018-03-18T16:49:55.850788Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.313025892755\n",
      "0.495511866525\n"
     ]
    }
   ],
   "source": [
    "print(np.mean((y_test_pred-y_test)**2))\n",
    "print(np.mean(np.abs(y_test_pred-y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
